Repairing without Retraining: Avoiding Disparate Impact with Counterfactual Distributions

Hao Wang, Berk Ustun, Flávio P. Calmon. Repairing without Retraining: Avoiding Disparate Impact with Counterfactual Distributions. In Kamalika Chaudhuri, Ruslan Salakhutdinov, editors, Proceedings of the 36th International Conference on Machine Learning, ICML 2019, 9-15 June 2019, Long Beach, California, USA. Volume 97 of Proceedings of Machine Learning Research, pages 6618-6627, PMLR, 2019. [doi]

Abstract

Abstract is missing.